Node Classification on Wisconsin (Micro F1)
12.8Micro F1APT
Evaluation Results
| Method | Links | |
|---|---|---|
| APTProtocol=fine-tuning2023.11 | 12.8 | |
| APT-L2Protocol=fine-tuning2023.11 | 12.26 | |
| APT-PProtocol=fine-tuning2023.11 | 11.69 | |
| APT-RProtocol=fine-tuning2023.11 | 11.29 | |
| APT-GProtocol=fine-tuning2023.11 | 11.27 | |
| APT-RProtocol=freezing2023.11 | 11.05 | |
| DGI2023.11 | 11.04 | |
| GraphCLInitialization=Random, Protocol=Fine-tune2023.11 | 10.99 | |
| GraphCLProtocol=fine-tuning, Initialization=random2023.11 | 10.99 | |
| JOAO-APTProtocol=Fine-tune2023.11 | 10.9 | |
| GraphCL-APTProtocol=Fine-tune2023.11 | 10.88 | |
| GraphCLInitialization=Pre-trained, Protocol=Fine-tune2023.11 | 10.66 | |
| GraphCLProtocol=fine-tuning, Initialization=pretrained2023.11 | 10.66 | |
| GraphSAGE2023.11 | 10.39 | |
| GCCProtocol=fine-tuning, Initialization=pretrained2023.11 | 10.37 | |
| APTProtocol=freezing2023.11 | 10.35 | |
| APT-L2Protocol=freezing2023.11 | 10.34 | |
| APT-PProtocol=freezing2023.11 | 10.33 | |
| GAE2023.11 | 10.25 | |
| GCCProtocol=fine-tuning, Initialization=random2023.11 | 9.74 | |
| GCCProtocol=freezing2023.11 | 9.61 | |
| APT-GProtocol=freezing2023.11 | 9.54 | |
| JOAOInitialization=Pre-trained, Protocol=Fine-tune2023.11 | 8.77 | |
| JOAOProtocol=fine-tuning, Initialization=pretrained2023.11 | 8.77 | |
| struc2vec2023.11 | 7.98 | |
| JOAOInitialization=Random, Protocol=Fine-tune2023.11 | 7.4 | |
| JOAOProtocol=fine-tuning, Initialization=random2023.11 | 7.4 | |
| DeepWalk2023.11 | 6.17 | |
| GraphCLProtocol=freezing2023.11 | 6.03 | |
| Random2023.11 | 5.98 | |
| JOAOProtocol=freezing2023.11 | 5.34 | |
| ProNE2023.11 | 3.88 |